ArticleBMC medicine2019
The frailty index is a predictor of cause-specific mortality independent of familial effects from midlife onwards: a large cohort study.
Article in BMC medicine, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 48 papers, 2 of them syntheses that pooled it.
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Who cites it
48 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Exploring Nursing Interventions for Frail Individuals in Primary Care: A Systematic Review.International nursing review · 2025Pooled it
- Frailty and risks of all-cause and cause-specific death in community-dwelling adults: a systematic review and meta-analysis.BMC geriatrics · 2022Pooled it
- Clinical outcomes in patients with atrial fibrillation and frailty: insights from the ENGAGE AF-TIMI 48 trial.BMC medicine · 2020Trial
- TyG Index and Frailty as Composite Biomarkers of Cardiometabolic Risk and Mortality Across CKM Stages 0-3.Metabolites · 2026Article
- Deficit accumulation frailty and risk of incident chronic kidney disease: a prospective analysis of the UK biobank and CHARLS cohorts.International urology and nephrology · 2026Article
- Joint association of the frailty index and phenotypic age with all-cause and cause-specific mortality: A prospective cohort study.Journal of translational internal medicine · 2026Article
- Frailty status and mortality among patients with cardiometabolic diseases in an international multi-cohort study.iScience · 2026Article
- Frailty index predicts the risk of 17 health outcomes in distinct ways: prospective findings from the Moli-sani Study.Age and ageing · 2026Article
- The MetaboHealth score is 40% heritable and is influenced by frailty status, BMI, and smoking in Swedish twins.GeroScience · 2026Article
- Extreme temperature events and frailty progression in middle-aged and older adults: the longitudinal evidence from CHARLS.BMC public health · 2026Article
- Best practices in the management of proximal femoral fractures in elderly patients on the ward: a narrative review.EFORT open reviews · 2026Review
- Moving beyond risk ratios in sibling analysis: estimating clinically useful measures from family-based analysis.European journal of epidemiology · 2026Article
- Baseline and 72-h dynamic laboratory deficit burden for mortality through day 90 after acute ischemic stroke in critical care: landmark analyses with temporal validation.Frontiers in neurology · 2026Article
- Article
- Joint Associations of Frailty and Cardiometabolic Diseases With Risk of All-Cause and Cardiac Mortality.JACC. Asia · 2025Article
- Analysis of the current state of frailty indexes and their implementation for aging intervention studies.Aging · 2025Review
- Joint Physical-Psychosocial Frailty and Risks of All-Cause and Cause-Specific Premature Mortality.Journal of general internal medicine · 2025Article
- Predicting cardiovascular morbidity and mortality with SCORE2 (OP) and Framingham risk estimates in combination with indicators of biological ageing.Age and ageing · 2025Article
- Predicting admission for fall-related injuries in older adults using artificial intelligence: A proof-of-concept study.Geriatrics & gerontology international · 2025Article
- Frailty and nutritional inadequacy in older Korean adults: A gender-stratified analysis using National Survey Data.PloS one · 2025Article
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8 authors.
Funding
Abstract
backgroundFrailty index (FI) is a well-established predictor of all-cause mortality, but less is known for cause-specific mortality and whether familial effects influence the associations. Middle-aged individuals are also understudied for the association between FI and mortality. Furthermore, the population mortality impact of frailty remains understudied.
methodsWe estimated the predictive value of FI for all-cause and cause-specific mortality, taking into account familial factors, and tested whether the associations are time-dependent. We also assessed the proportion of all-cause and cause-specific deaths that are attributable to increased levels of frailty. We analyzed 42,953 participants from the Screening Across the Lifespan Twin Study (aged 41-95 years at baseline) with up to 20 years' mortality follow-up. The FI was constructed using 44 health-related items. Deaths due to cardiovascular disease (CVD), respiratory-related causes, and cancer were considered in the cause-specific analysis. Generalized survival models were used in the analysis.
resultsIncreased FI was associated with higher risks of all-cause, CVD, and respiratory-related mortality, with the corresponding hazard ratios of 1.28 (1.24, 1.32), 1.31 (1.23, 1.40), and 1.23 (1.11, 1.38) associated with a 10% increase in FI in male single responders, and 1.21 (1.18, 1.25), 1.27 (1.15, 1.34), and 1.26 (1.15, 1.39) in female single responders. No significant associations were observed for cancer mortality. No attenuation of the mortality associations in unrelated individuals was observed when adjusting for familial effects in twin pairs. The associations were time-dependent with relatively greater effects observed in younger ages. Before the age of 80, the proportions of deaths attributable to FI levels > 0.21 were 18.4% of all-cause deaths, 25.4% of CVD deaths, and 20.4% of respiratory-related deaths in men and 19.2% of all-cause deaths, 27.8% of CVD deaths, and 28.5% of respiratory-related deaths in women. After the age of 80, the attributable proportions decreased, most notably for all-cause and CVD mortality.
conclusionsIncreased FI predicts higher risks of all-cause, CVD, and respiratory-related mortality independent of familial effects. Increased FI presents a relatively greater risk factor at midlife than in old age. Increased FI has a significant population mortality impact that is greatest through midlife until the age of 80.
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